{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 人脸识别模型 FaceNet\n",
    "\n",
    "\n",
    "## 使用基于 NN4 改造的 CNN 模型训练和提取特征\n",
    "\n",
    "\n",
    "**nn4.small2.v1** 是 FaceNet 论文中描述的 NN4 模型的变体，在 OpenFace 的模型列表中有 [nn4.small2](https://cmusatyalab.github.io/openface/models-and-accuracies/#model-definitions) 详细介绍。\n",
    "\n",
    "![](model_comparison.png)\n",
    "\n",
    "\n",
    "### 模型列表\n",
    "\n",
    "|Model | Number of Parameters |\n",
    "| ---- | ---- |\n",
    "| [nn4.small2](https://github.com/cmusatyalab/openface/blob/master/models/openface/nn4.small2.def.lua) | 3733968 |\n",
    "| [nn4.small1](https://github.com/cmusatyalab/openface/blob/master/models/openface/nn4.small1.def.lua) | 5579520 |\n",
    "| [nn4](https://github.com/cmusatyalab/openface/blob/master/models/openface/nn4.def.lua) | 6959088 |\n",
    "| [nn2](https://github.com/cmusatyalab/openface/blob/master/models/openface/nn2.def.lua) | 7472144 |\n",
    "\n",
    "\n",
    "本教程使用其 [Keras版本](https://github.com/krasserm/face-recognition) 的一种实现，模型定义在 [model.py](model.py) ，模型可视化的图像存储在 [nn4_small2_model.png](nn4_small2_model.png) 。\n",
    "\n",
    "### Retrain 人脸识别模型工作流程\n",
    "\n",
    "1. 加载训练数据集\n",
    "1. 人脸检测、对齐和提取（使用 OpenFace 的人脸对齐工具 AlignDlib）\n",
    "1. 人脸特征向量学习（使用预训练的 nn4.small1.v1 模型)\n",
    "1. 人脸分类（使用 KNN 或 SVM）\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 加载训练数据集\n",
    "\n",
    "### 训练数据集组织形式\n",
    "\n",
    "- 每人一个文件目录，目录以人名命名，如”Fan\\_Bingbing“\n",
    "- 每个人的文件目录下包含10张图像（最好是1:1比例），图像文件以\"人名\\_序号\"命名，仅支持.jpg和.jpeg 两种格式。如”Fan\\_Bingbing\\_0001.jpg“。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "import cv2\n",
    "import os.path\n",
    "\n",
    "class IdentityMetadata():\n",
    "    def __init__(self, base, name, file):\n",
    "        self.base = base # 数据集根目录\n",
    "        self.name = name # 目录名\n",
    "        self.file = file # 图像文件名\n",
    "\n",
    "    def __repr__(self):\n",
    "        return self.image_path()\n",
    "\n",
    "    def image_path(self):\n",
    "        return os.path.join(self.base, self.name, self.file) \n",
    "    \n",
    "def load_metadata(path):\n",
    "    metadata = []\n",
    "    for i in os.listdir(path):\n",
    "        for f in os.listdir(os.path.join(path, i)):\n",
    "            # 检查文件名后缀，仅支持 jpg 和 jpeg 两种文件格式\n",
    "            ext = os.path.splitext(f)[1]\n",
    "            if ext == '.jpg' or ext == '.jpeg':\n",
    "                metadata.append(IdentityMetadata(path, i, f))\n",
    "    return np.array(metadata)\n",
    "\n",
    "def load_image(path):\n",
    "    img = cv2.imread(path, 1)\n",
    "    # OpenCV 默认使用 BGR 通道加载图像，转换为 RGB 图像\n",
    "    return img[...,::-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "metadata = load_metadata('images')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[images/Deng_chao/Deng_chao_0010.jpg images/Deng_chao/Deng_chao_0004.jpg\n",
      " images/Deng_chao/Deng_chao_0005.jpg images/Deng_chao/Deng_chao_0007.jpg\n",
      " images/Deng_chao/Deng_chao_0006.jpg images/Deng_chao/Deng_chao_0002.jpg\n",
      " images/Deng_chao/Deng_chao_0003.jpg images/Deng_chao/Deng_chao_0001.jpg\n",
      " images/Deng_chao/Deng_chao_0008.jpg images/Deng_chao/Deng_chao_0009.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0008.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0009.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0007.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0006.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0010.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0004.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0005.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0001.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0002.jpg\n",
      " images/Fan_Bingbing/Fan_Bingbing_0003.jpg\n",
      " images/Di_lireba/Di_Lireba_0006.jpg images/Di_lireba/Di_Lireba_0007.jpg\n",
      " images/Di_lireba/Di_Lireba_0005.jpg images/Di_lireba/Di_Lireba_0004.jpg\n",
      " images/Di_lireba/Di_Lireba_0010.jpg images/Di_lireba/Di_Lireba_0001.jpg\n",
      " images/Di_lireba/Di_Lireba_0003.jpg images/Di_lireba/Di_Lireba_0002.jpg\n",
      " images/Di_lireba/Di_Lireba_0009.jpg images/Di_lireba/Di_Lireba_0008.jpg\n",
      " images/Sun_li/Sun_li_0003.jpg images/Sun_li/Sun_li_0002.jpg\n",
      " images/Sun_li/Sun_li_0001.jpg images/Sun_li/Sun_li_0005.jpg\n",
      " images/Sun_li/Sun_li_0004.jpg images/Sun_li/Sun_li_0010.jpg\n",
      " images/Sun_li/Sun_li_0006.jpg images/Sun_li/Sun_li_0007.jpg\n",
      " images/Sun_li/Sun_li_0009.jpg images/Sun_li/Sun_li_0008.jpg\n",
      " images/Yang_mi/Yang_Mi_0004.jpg images/Yang_mi/Yang_Mi_0010.jpg\n",
      " images/Yang_mi/Yang_Mi_0005.jpg images/Yang_mi/Yang_Mi_0007.jpg\n",
      " images/Yang_mi/Yang_Mi_0006.jpg images/Yang_mi/Yang_Mi_0002.jpg\n",
      " images/Yang_mi/Yang_Mi_0003.jpg images/Yang_mi/Yang_Mi_0001.jpg\n",
      " images/Yang_mi/Yang_Mi_0008.jpg images/Yang_mi/Yang_Mi_0009.jpg\n",
      " images/Wu_Yifan/Wu_Yifan_0008.jpg images/Wu_Yifan/Wu_Yifan_0009.jpg\n",
      " images/Wu_Yifan/Wu_Yifan_0001.jpg images/Wu_Yifan/Wu_Yifan_0002.jpg\n",
      " images/Wu_Yifan/Wu_Yifan_0003.jpg images/Wu_Yifan/Wu_Yifan_0007.jpg\n",
      " images/Wu_Yifan/Wu_Yifan_0006.jpg images/Wu_Yifan/Wu_Yifan_0004.jpg\n",
      " images/Wu_Yifan/Wu_Yifan_0010.jpg images/Wu_Yifan/Wu_Yifan_0005.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0005.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0004.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0010.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0006.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0007.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0003.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0002.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0001.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0009.jpg\n",
      " images/Yi_Yangqianxi/Yi_Yangqinxi_0008.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0008.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0009.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0001.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0002.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0003.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0007.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0006.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0004.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0010.jpg\n",
      " images/Peng_Yuyan/Peng_Yuyan_0005.jpg\n",
      " images/Liu_Haoran/Liu_Haoran_0007.jpg\n",
      " images/Liu_Haoran/Liu_Haoran_0006.jpg\n",
      " images/Liu_Haoran/Liu_Haoran_0010.jpg\n",
      " images/Liu_Haoran/Liu_Haoran_0004.jpg\n",
      " images/Liu_Haoran/Liu_Haoran_0001.jpg\n",
      " images/Liu_Haoran/Liu_Haoran_0002.jpg\n",
      " images/Liu_Haoran/Liu_Haoran_0003.jpg\n",
      " images/Liu_Haoran/Liu_Haoran_0008.jpg\n",
      " images/Liu_Haoran/Liu_Haoran_0009.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0009.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0008.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0001.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0003.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0002.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0006.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0007.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0005.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0004.jpg\n",
      " images/Zhao_Liying/Zhao_liying_0010.jpg]\n"
     ]
    }
   ],
   "source": [
    "print(metadata)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 人脸检测、对齐和提取\n",
    "\n",
    "从原图提取 96x96 RGB人脸图像。如果原图不是 1:1 比例，提取后的人脸会进行拉伸变换。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([], <a list of 0 Text yticklabel objects>)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "\n",
    "from align import AlignDlib\n",
    "\n",
    "# 初始化 OpenFace 人脸对齐工具，使用 Dlib 提供的 68 个关键点\n",
    "alignment = AlignDlib('face_detection/landmarks.dat')\n",
    "\n",
    "# 加载一张训练图像\n",
    "img = load_image(metadata[0].image_path())\n",
    "\n",
    "# 检测人脸并返回边框\n",
    "bb = alignment.getLargestFaceBoundingBox(img)\n",
    "\n",
    "# 使用指定的人脸关键点转换图像并截取 96x96 的人脸图像\n",
    "aligned_img = alignment.align(96, img, bb, landmarkIndices=AlignDlib.OUTER_EYES_AND_NOSE)\n",
    "\n",
    "# 绘制原图\n",
    "plt.subplot(131)\n",
    "plt.imshow(img)\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "\n",
    "# 绘制带人脸边框的原图\n",
    "plt.subplot(132)\n",
    "plt.imshow(img)\n",
    "plt.gca().add_patch(patches.Rectangle((bb.left(), bb.top()), bb.width(), bb.height(), fill=False, color='red'))\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "\n",
    "# 绘制对齐后截取的 96x96 人脸图像\n",
    "plt.subplot(133)\n",
    "plt.imshow(aligned_img)\n",
    "plt.xticks([])\n",
    "plt.yticks([])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 加载 nn4.small2.v1 模型\n",
    "\n",
    "![](facenet_architect.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from model import create_model\n",
    "\n",
    "nn4_small2 = create_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.models import Model\n",
    "from tensorflow.keras.layers import Input, Layer\n",
    "\n",
    "# 输入 anchor, positive and negative 96x96 RGB图像\n",
    "in_a = Input(shape=(96, 96, 3))\n",
    "in_p = Input(shape=(96, 96, 3))\n",
    "in_n = Input(shape=(96, 96, 3))\n",
    "\n",
    "# 输出对应的人脸特征向量\n",
    "emb_a = nn4_small2(in_a)\n",
    "emb_p = nn4_small2(in_p)\n",
    "emb_n = nn4_small2(in_n)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Triplet Loss Layer\n",
    "\n",
    "模型训练的目标是学习出一个将人脸图像嵌入到欧几里得特征空间的函数 $f(x)$，使得对于特定人脸图像 $x$ ，同一人不同人脸的欧式距离（Squared L2 Distance）尽可能小，不同人直接的欧式距离尽可能大。\n",
    "\n",
    "通过最小化 *triplet loss* $L$ 可以学习到我们想要的模型：\n",
    "\n",
    "$$L = \\sum^{N}_{i=1} \\large[ \\small {\\mid \\mid f(x_{i}^{a}) - f(x_{i}^{p})) \\mid \\mid_2^2} - {\\mid \\mid f(x_{i}^{a}) - f(x_{i}^{n})) \\mid \\mid_2^2} + \\alpha \\large ] \\small_+$$\n",
    "\n",
    "$[z]_+$ 即 $max(z,0)$ , $N$ 是三元组集合的基数。\n",
    "\n",
    "**下面使用 Keras 的自定义 Loss 来实现 Triplet Loss**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras import backend as K\n",
    "\n",
    "class TripletLossLayer(Layer):\n",
    "    def __init__(self, alpha, **kwargs):\n",
    "        self.alpha = alpha\n",
    "        super(TripletLossLayer, self).__init__(**kwargs)\n",
    "    \n",
    "    def triplet_loss(self, inputs):\n",
    "        a, p, n = inputs\n",
    "        p_dist = K.sum(K.square(a-p), axis=-1)\n",
    "        n_dist = K.sum(K.square(a-n), axis=-1)\n",
    "        return K.sum(K.maximum(p_dist - n_dist + self.alpha, 0), axis=0)\n",
    "    \n",
    "    def call(self, inputs):\n",
    "        loss = self.triplet_loss(inputs)\n",
    "        self.add_loss(loss)\n",
    "        return loss\n",
    "\n",
    "triplet_loss_layer = TripletLossLayer(alpha=0.2, name='triplet_loss_layer')([emb_a, emb_p, emb_n])\n",
    "nn4_small2_train = Model([in_a, in_p, in_n], triplet_loss_layer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 加载预训练模型 nn4.small2.v1\n",
    "\n",
    "我们从 OpenFace 提供的 [预训练模型](https://cmusatyalab.github.io/openface/models-and-accuracies/#pre-trained-models) 中选择 **nn4.small2.v1**。\n",
    "\n",
    "这些模型使用公开数据集 [FaceScrub](http://vintage.winklerbros.net/facescrub.html) 和 [CASIA-WebFace](http://arxiv.org/abs/1411.7923)进行训练。Keras-OpenFace 项目将这些模型文件转换为 [csv 文件](https://github.com/iwantooxxoox/Keras-OpenFace/tree/master/weights)，然后我们将其转换为 Keras h5 模型文件 [nn4.small2.v1.h5](models/nn4.small2.v1.h5)。\n",
    "\n",
    "### 预训练模型\n",
    "\n",
    "| Model         | alignment `landmarkIndices`                    |\n",
    "| ---- | ---- |\n",
    "| nn4.v1        | `openface.AlignDlib.INNER_EYES_AND_BOTTOM_LIP` |\n",
    "| nn4.v2        | `openface.AlignDlib.OUTER_EYES_AND_NOSE`       |\n",
    "| nn4.small1.v1 | `openface.AlignDlib.OUTER_EYES_AND_NOSE`       |\n",
    "| nn4.small2.v1 | `openface.AlignDlib.OUTER_EYES_AND_NOSE`       |\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "nn4_small2_pretrained = create_model()\n",
    "nn4_small2_pretrained.load_weights('models/nn4.small2.v1.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def align_image(img):\n",
    "    return alignment.align(96, img, alignment.getLargestFaceBoundingBox(img), \n",
    "                           landmarkIndices=AlignDlib.OUTER_EYES_AND_NOSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 原数据集测试效果更好\n",
    "#metadata = load_metadata('images')\n",
    "embedded = np.zeros((metadata.shape[0], 128))\n",
    "\n",
    "for i, m in enumerate(metadata):\n",
    "    img = load_image(m.image_path())\n",
    "    img = align_image(img)\n",
    "    # 数据规范化\n",
    "    img = (img / 255.).astype(np.float32)\n",
    "    # 人脸特征向量\n",
    "    embedded[i] = nn4_small2_pretrained.predict(np.expand_dims(img, axis=0))[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Squared L2 Distance\n",
    "def distance(emb1, emb2):\n",
    "    return np.sum(np.square(emb1 - emb2))\n",
    "\n",
    "def show_pair(idx1, idx2):\n",
    "    plt.figure(figsize=(8,3))\n",
    "    plt.suptitle(f'Distance = {distance(embedded[idx1], embedded[idx2]):.2f}')\n",
    "    plt.subplot(121)\n",
    "    plt.imshow(load_image(metadata[idx1].image_path()))\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    plt.subplot(122)\n",
    "    plt.imshow(load_image(metadata[idx2].image_path()))\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "\n",
    "\n",
    "show_pair(2, 3)\n",
    "show_pair(2, 12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 人脸分类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KNN accuracy = 0.78, SVM accuracy = 0.76\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.svm import LinearSVC\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "\n",
    "targets = np.array([m.name for m in metadata])\n",
    "\n",
    "encoder = LabelEncoder()\n",
    "encoder.fit(targets)\n",
    "\n",
    "# Numerical encoding of identities\n",
    "y = encoder.transform(targets)\n",
    "\n",
    "train_idx = np.arange(metadata.shape[0]) % 2 != 0\n",
    "test_idx = np.arange(metadata.shape[0]) % 2 == 0\n",
    "\n",
    "# 50 train examples of 10 identities (5 examples each)\n",
    "X_train = embedded[train_idx]\n",
    "# 50 test examples of 10 identities (5 examples each)\n",
    "X_test = embedded[test_idx]\n",
    "\n",
    "y_train = y[train_idx]\n",
    "y_test = y[test_idx]\n",
    "\n",
    "knn = KNeighborsClassifier(n_neighbors=1, metric='euclidean')\n",
    "svc = LinearSVC()\n",
    "\n",
    "knn.fit(X_train, y_train)\n",
    "svc.fit(X_train, y_train)\n",
    "\n",
    "acc_knn = accuracy_score(y_test, knn.predict(X_test))\n",
    "acc_svc = accuracy_score(y_test, svc.predict(X_test))\n",
    "\n",
    "print(f'KNN accuracy = {acc_knn}, SVM accuracy = {acc_svc}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([], <a list of 0 Text yticklabel objects>)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# 测试不同样例\n",
    "example_idx = 10\n",
    "\n",
    "example_image = load_image(metadata[example_idx].image_path())\n",
    "example_prediction = svc.predict([embedded[example_idx]])\n",
    "example_identity = encoder.inverse_transform(example_prediction)[0]\n",
    "\n",
    "plt.imshow(example_image)\n",
    "plt.title(f'Recognized as {example_identity}');\n",
    "plt.xticks([])\n",
    "plt.yticks([])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 模型测试与可视化分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import f1_score\n",
    "\n",
    "distances = [] # squared L2 distance between pairs\n",
    "identical = [] # 1 if same identity, 0 otherwise\n",
    "\n",
    "num = len(metadata)\n",
    "\n",
    "for i in range(num - 1):\n",
    "    for j in range(1, num):\n",
    "        distances.append(distance(embedded[i], embedded[j]))\n",
    "        identical.append(1 if metadata[i].name == metadata[j].name else 0)\n",
    "        \n",
    "distances = np.array(distances)\n",
    "identical = np.array(identical)\n",
    "\n",
    "thresholds = np.arange(0.1, 1.0, 0.01)\n",
    "\n",
    "f1_scores = [f1_score(identical, distances < t) for t in thresholds]\n",
    "acc_scores = [accuracy_score(identical, distances < t) for t in thresholds]\n",
    "\n",
    "opt_idx = np.argmax(f1_scores)\n",
    "\n",
    "opt_tau = thresholds[opt_idx] # 最大F1值对应的 threshold\n",
    "\n",
    "opt_acc = accuracy_score(identical, distances < opt_tau) # 最大F1值对应的准确率\n",
    "\n",
    "# 绘制F1值和准确率与 threshold 间关系\n",
    "plt.plot(thresholds, f1_scores, label='F1 score');\n",
    "plt.plot(thresholds, acc_scores, label='Accuracy');\n",
    "plt.axvline(x=opt_tau, linestyle='--', lw=1, c='lightgrey', label='Threshold')\n",
    "plt.title(f'Accuracy at threshold {opt_tau:.2f} = {opt_acc:.3f}');\n",
    "plt.xlabel('Distance threshold')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsoAAAEICAYAAABGXtJiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XmcHXWZ7/HPV4gJSCAQYgxZSCQhGAIGDYsXlyiIbCMuKNtIcIsoKAhzFXGuMHiZYWZcQEW4QRBQWdTgGCWIwLAIY8CgMezSwQY6hBCSAEFIJPDcP+rX4dCcdFenz+mqU/19v179Sp1fbU/V6Tzn6Tq/+pUiAjMzMzMze6XXFB2AmZmZmVkZuVA2MzMzM6vDhbKZmZmZWR0ulM3MzMzM6nChbGZmZmZWhwtlMzMzM7M6XChXkKTzJf2fouNoBkn/JunEJu/jWUlv7Gb+PZJmNDOGvpD0DkkPbOS6n5f0742OycxeyXm6/0k6StJvi46jO5KukTRzI9YbLOl+SSOaEddAJo+j3FoktQMjgXXAi8C9wKXA7Ih4aSO29amIuL7BYTZFSgALgYkR8Xw/7fNioCMi/rk/9lc0SUOANuAtEfFE0fGYtSLn6f7N0xuIYzzwV2BQRKwrKo7+JOlLwMiIOLnoWKrEV5Rb0z9ExFBge+As4MvAhcWG1C+OAeYVmXxbnaRNu5sfEWuAa4Cj+ycis8pynraG6il/A5cBMyUN7o94BgoXyi0sIp6OiLnAYWT/OaZCdhVU0v9N09tK+rWkpyStlPQ7Sa+R9CNgHPCr1NXgS2n5n0l6XNLTkm6RtHPn/tJ2z5V0taTVkm6XtEPN/J0lXZf2s0zSqan9NZJOkbRY0gpJP5W0TZo3RNKPU/tTkv4gaeQGDvkA4Oaa/c2Q1CHpVElPSmqXdFTN/K0kXSppuaSHJf2zpNekeRMl3ZyO80lJV9asF2n+LOAo4EvpHP0qzW+XtK+k7SQ933ksad5uaXuD0utPSLpP0ipJ10raPs97K+kYSbdJ+l6K8X5J+9TM/3ja7mpJD0n6TNfzUvO6XdKXJS0C/iZp0/R6SVr/gdptAzcBB+WJ08y65zy9Pk+fLOkJSUslfbxm/mBJ35D0SIrnfEmb1cz/UlrnMUmf6szPad5Bkv4k6RlJj0o6vSaOW9K/T6Vz97aUV29N654n6Ru1gUv6paST0vR2kuakz4+/SvpCj2/2y9tpl/QVSfem3P9DZd/WIWnr9F4vT/N+LWlMzbo3SfpUmu78HPi2pBXA6ermsysiOoBVwF55Y7WeuVCugIi4A+gA3lFn9slp3giyrwJPzVaJjwGPkF312CIi/iMtfw0wCXg98EfgJ122dzjwL8DWZF/RnwkgaShwPfAbYDtgInBDWufzwAeAd6V5q4Bz07yZwFbAWGA4cCywoSsRuwBd+96+AdgWGJ22NVvS5DTvu2nbb0z7PhroTNBfB36bjmNMWvYVImJ2Ov7/SOfoH7rMfwz4PfDhmuYjgZ9HxAuSDiE73x8iO/+/Ay7fwLHVsyewOB3facBVerkofwI4GNgyHdO3Jb2lm20dQVb8DgN2AI4Hdk9XvN4HtNcsex/w5l7EaWY9cJ5mK7I8/UngXElbp3lnATsC01I8o4GvpXj3B04C9k3zZnTZ7t/I8vowsvz2WUkfSPPemf4dls7d77usezlwmCSlfW0N7AdcoeyCyq+AP6d49gFOlPS+DRxzPUeR5dYd0vF1dt97DfBDsm8axpGdx+91s509gYfIfi/OpOfPLufvBnOhXB2PAdvUaX8BGAVsHxEvRMTvopuO6RFxUUSsjoi1wOnAmyVtVbPILyLijtTn6ydkyQ2you3xiPhmRKxJ27g9zTsW+GpEdNRs91BlXyO9QJZ4J0bEixFxZ0Q8s4HwhgGr67T/n4hYGxE3A1cDH5W0CdmHxVdSLO3AN4GP1ZyX7YHtUry3buic9OAysiKUlHAPT22dx/1vEXFfOl//CkxTzqvKZMXw2el9u5Lsw+cggIi4OiIWR+ZmssRZ7wO403ci4tH0deiLwGBgiqRBEdEeEYtrll1N9qFmZo01UPP0C8AZ6djmAc8Ck1POnAV8MSJWRsRqsjx5eFrvo8API+KeiHguxVR7Hm6KiLsi4qWIWERW/L5rQ+eti98Bwct581Dg9+kCyO7AiIg4IyL+HhEPARfUxJXH91LOXUlW4B6RYl4REXMi4rl0vGf2EPNjEfHdiFiX8ndPn12ryd4DaxAXytUxGlhZp/0/ya4o/FbZV/SnbGgDkjaRdFb66u0ZXr7KuG3NYo/XTD8HbJGmx5Jd/axne+AX6Su7p8j+4n2R7C/kHwHXkv0V/5ik/1DqtlDHKmBo17aI+FvN64fJroZsCwxKr2vnjU7TXwIE3KFsFItPbGCfPZkDvE3SKLIrGC+RJWDIjvucmuNemfY5uu6WXm1Jlw/LzmND0gGS5qevT58CDuSV71NXj3ZOREQbcCLZh84Tkq6QtF3NskOBp3PGaGb5DdQ8vaLLDXWdMY0ANgfurNnvb1I7ZPnu0Zr1aqeRtKekG1M3hqfJiv3u8uB6KbdeQSpgyb4N7Lwyvz2wXWdMKa5Tyc5FXrWx1ubuzSX9P2XdAZ8h6yIyLF3c6Wk70PNn11DgqV7EaT1woVwBknYnS8CvuiqarhicHBFvBN4PnKSX+6N2vWJxJHAI2ddcWwHjO3eRI4xHybo4bGjeARExrOZnSEQsSVcY/iUipgD/i+yKx4ZuJFtE9hVWra0lva7m9TiyqzZP8vJf3rXzlgBExOMR8emI2A74DPD9zn5vXXQ7LExErCK7mnsY2fm7oqa4fRT4TJfj3iwi/qe7bdYY3fm1YO2xKbtRYw7wDbI7nIcB8+j+fXrFcUTEZRHxdrLzE0DtkHBvIvvK0cwaZIDn6Q15kqzrwc41+9wqIjoL+6Vk3Qs6je2y/mXAXGBsRGwFnM/L5yHPkF6Xk101356si8Oc1P4o8Ncu52JoRByY87i6xtr5uQRZN5vJwJ4RsSUvdxHZ0PvXNXf39Nnl/N1gLpRbmKQtJR1M9lfxjyPirjrLHJw6/4vsKuGLZFc9AZbxyqQ5FFgLrCD7K/9fexHOr4FRkk5UdnPGUEl7pnnnA2d2djmQNCL130XSuyXtkv6afoasuN3Q8EnzqP8V1b9Ieq2kd5Al8J9FxIvAT9N+h6Z9nwT8OO33IzU3UKwiS0b19tv1HNVzGdmHxqG83O2i87i/onSjjbKbCz/Sw7ZqvR74gqRBab03kZ2D15J1nVgOrJN0AFnfulwkTZb0nlRwryH7oKo99neR9YE0sz5ynt6wyIbKu4DsHovXp32NrukL/FPg45LeJGlzoOu400OBlRGxRtIeZH9EdFqeYtxg/o6IP5EV6z8Aro2IziuxdwCrld30vFm6ij81/bGT13GSxii7r+SrQOdNd0PJcu5Tad5pvdhmt59dkkaTde2Z35ttWvdcKLemX0laTfZX71eBb/HyTWpdTSK7eeNZshvPvh8RN6Z5/wb8c/pq6Z/Ixvl8mOyq67304j9b6mv1XuAfyL72exB4d5p9Dtlf/b9Ncc8n++sdsps8fk6WfO8ju1v6RxvYzaXAgaq5IzrtaxXZX+s/AY6NiPvTvM+T3ezxENlVnMuAi9K83YHbJT2bYjsh9UPr6kKyvrxPSfqvDcQ1l+w8Px4R6/+Sj4hfkF2pvSJ9xXY32R3hwPoHlxzVdWM1bk/bfZKsH9uhqX/bauALZB8iq8g+HOZ2s52uBpPdQPMk2fl7PfCVFNMQsm4cl/Rie2b2as7T+XyZrNvJ/JQnrye74kpEXAN8B7ixc5m0ztr07+eAM1K8XyPLiZ3H+hxZ3rwtnbsNjQRxGdnV+ctq1n2R7KLLNLKxmDuL6a1g/YNL7unhuC4j+7bxIbLuLv83tZ8NbJa2OZ+sq0lvdPfZdSRwSepjbg3iB45YS5H0r8ATEXG2sqfj/TgixvSwWsuRdAzZQwbe3s/7/TzZ15hf6s/9mll11ObpBm/3TWQXHAZHiR8iogIeEpO+Ifwz8M7ww6IaqqfBq81KJSJOLTqGKouIVw2TZ2bWG43M05I+SNadY3Oyb+h+VeYiuSjpKvJORcdRRe56YWZmZmX1GbKhMheT9d3+bLHh2EDjrhdmZmZmZnX4irKZmZmZWR2l6KO87bbbxvjx44sOo1ReeOEFBg3a0HjuZlYmd95555MRMaLnJauh1XO286vZwNabnF2KQnn8+PEsWLCg6DBK5fnnn2ezzfKOrmNmRZL0cM9LVUer52znV7OBrTc5210vzMzMzMzqcKFcUosXLy46BDOzSnJ+NbO8XCibmZmZmdVRij7KZtZ4L7zwAh0dHaxZs6boUCpjyJAhjBkzxjeCmVnDOWc3XiNytgvlkhoxYsDcQG9N0tHRwdChQxk/fjySig6n5UUEK1asoKOjgwkTJhQdDpIuAg4me1Tw1NR2JTA5LTIMeCoipkkaD9wHPJDmzY+IY9M6bwUuBjYjewLaCVHxAfadX62MnLMbq1E5210vSmrkyJFFh2Atbs2aNQwfPtwJt0EkMXz48DJd7bkY2L+2ISIOi4hpETENmANcVTN7cee8ziI5OQ/4NDAp/bxim1Xk/Gpl5JzdWI3K2S6US+r+++8vOgSrACfcxirT+YyIW4CV9eYpC/SjwOXdbUPSKGDLiJifriJfCnyg0bGWjfOrlVWZckwVNOJ8ulAuqXXr1hUdgpm1rncAyyLiwZq2CZL+JOlmSe9IbaOBjpplOlLbq0iaJWmBpAXLly9vTtT9xPnVzPJyoWxmTbFixQqmTZvGtGnTeMMb3sDo0aOZNm0aw4YNY8qUKQ3f30033cTBBx/cq3VmzJhR98EZF198Mccff3yjQivCEbzyavJSYFxE7AacBFwmacvebDAiZkfE9IiY7j6+ZtXjnF2fb+brhfGnXN1v+7r+U5N7XsisxIYPH87ChQsBOP3009liiy34p3/6J9rb23Mlx3Xr1rHppk5RvSVpU+BDwFs72yJiLbA2Td8paTGwI7AEGFOz+pjUVmlDhgwpOoQ+68/PI4D2sw7q1/1Z/3POrs9XlEtq4sSJRYdg1jQvvvgin/70p9l5553Zb7/9eP7554HsasGJJ57I9OnTOeecc1i+fDkf/vCH2X333dl999257bbbALj55pvXX/nYbbfdWL16NQDPPvsshx56KDvttBNHHXUUnYM33HDDDey2227ssssufOITn2Dt2rWviumHP/whO+64I3vsscf6/bSofYH7I2J9lwpJIyRtkqbfSHbT3kMRsRR4RtJeqV/z0cAviwi6Pzm/mvXOQM7ZLpRLasmSyl/UsQHswQcf5LjjjuOee+5h2LBhzJkzZ/28v//97yxYsICTTz6ZE044gS9+8Yv84Q9/YM6cOXzqU58C4Bvf+AbnnnsuCxcu5He/+x2bbbYZAH/60584++yzuffee3nooYe47bbbWLNmDccccwxXXnkld911F+vWreO88857RTxLly7ltNNO47bbbuPWW2/l3nvv7b+TsZEkXQ78HpgsqUPSJ9Osw3n1TXzvBBZJWgj8HDg2IjpvBPwc8AOgDVgMXNP04Avm/GrWOwM5Z1fvGnlFrFq1itGj695TY7ZRli1bRu1NWDvssAPwysf5jhgxgpEjR3L//fevv+FpyJAhTJw4kSVLlrBq1ar1y06ePHmjB3GfMGEC06ZNA+Ctb30r7e3t6+cddthh66evv/76VyTAZ555hmeffZa9996bk046iaOOOooPfehDjBmT9R7YY4891k9PmzaN9vZ2hg4dyoQJE9hxxx0BmDlzJueeey4nnnji+u3efvvtzJgxY/34uocddhh/+ctfNurY+ktEHLGB9mPqtM0hGy6u3vILgKkNDa7knF+tFThnlyNn91goSxoC3AIMTsv/PCJOkzQBuAIYDtwJfCwi/i5pMNkQQ28FVgCHRUR7U6I3s9xGjhxZd/zYqVNfXSPttNNOr2obPXp0w4qLwYMHr5/eZJNN1n+NB/C6171u/fRLL73E/PnzX9Wn9JRTTuGggw5i3rx57L333lx77bV1t+vRDcysVTlnl0OerhdrgfdExJuBacD+kvYC/h34dkRMBFYBnV/7fRJYldq/nZYzM+u1/fbbj+9+97vrX3feaLJ48WJ22WUXvvzlL7P77rt3Oy7u5MmTaW9vp62tDYAf/ehHvOtd73rFMnvuuSc333wzK1as4IUXXuBnP/tZE47GzKzaqpizeyyUI/Nsejko/QTwHrK+bgCX8PIg9Yek16T5+8gjaPfa5Mke9cLsO9/5DgsWLGDXXXdlypQpnH/++QCcffbZTJ06lV133ZVBgwZxwAEHbHAbQ4YM4Yc//CEf+chH2GWXXXjNa17Dscce+4plRo0axemnn87b3vY29t57b970pjc19bisWM6vZs1RxZytzjsMu10ou1v6TmAicC7wn8D8dNUYSWOBayJiqqS7gf0777hOwxDtGRFPdtnmLGAWwLhx49768MMPN+6omqQ/h+NZdOo72HLLXg1zavYK9913nwu+Jqh3XiXdGRHTCwqp302fPj3qjWXaKp555pmWz68eHq56nLObo685O9eoFxHxYkRMIxtjcw/g1Z1hesmD13fvkUceKToEM7NKcn41s7x6NTxcRDwF3Ai8DRiWBraHVw5SvwQYC+sHvt+K7KY+MzMzM7OW0WOhnAaqH5amNwPeC9xHVjAfmhabycuD1M9Nr0nz/zvy9O8ws4bzf73G8vk0s2ZyjmmsRpzPPFeURwE3SloE/AG4LiJ+DXwZOElSG9kQcRem5S8Ehqf2k4BT+hzlALTddtsVHYK1uCFDhrBixQon3gaJCFasWFGJxx8PdM6vVkbO2Y3VqJzd4zjKEbEI2K1O+0Nk/ZW7tq8BPtKnqIxtttmm6BCsxY0ZM4aOjo5XDFhvfTNkyJD1g+Nb63J+tTJyzm68RuRsP5mvpO6+++66g4qb5TVo0CAmTJhQdBhmpeP8amXknF1OvbqZz8zMzMxsoHChbGZmZmZWhwvlkho6dGjRIZiZVZLzq5nl5UK5pLbffvuiQzAzqyTnVzPLy4VySbXCI73NzFqR86uZ5eVRL0pq9erVRYdgZlZJzq+9N/6Uq/t1f+1nHdSv+zPbEF9RNjMzMzOrw4WymZmZmVkdLpRLyoPhm5k1h/OrmeXlQrmkVq5cWXQIZmaV5PxqZnm5UC6pxx57rOgQzMwqyfnVzPJyoWxm1oIkXSTpCUl317SdLmmJpIXp58CaeV+R1CbpAUnvq2nfP7W1STqlv4/DzKzMXCibmbWmi4H967R/OyKmpZ95AJKmAIcDO6d1vi9pE0mbAOcCBwBTgCPSsmZmhsdRLq1x48YVHYKZlVhE3CJpfM7FDwGuiIi1wF8ltQF7pHltEfEQgKQr0rL3NjjcUnF+NbO8XCiX1GabbVZ0CGbWmo6XdDSwADg5IlYBo4H5Nct0pDaAR7u071lvo5JmAbOg9QvNZuXX/n4oh5k1n7telNQDDzxQdAhm1nrOA3YApgFLgW82asMRMTsipkfE9BEjRjRqs4VwfjWzvHxF2cysIiJiWee0pAuAX6eXS4CxNYuOSW10025mNuD5irKZWUVIGlXz8oNA54gYc4HDJQ2WNAGYBNwB/AGYJGmCpNeS3fA3tz9jNjMrM19RLqmtt9666BDMrMQkXQ7MALaV1AGcBsyQNA0IoB34DEBE3CPpp2Q36a0DjouIF9N2jgeuBTYBLoqIe/r5UPqd86uZ5eVCuaRGjx7d80JmNmBFxBF1mi/sZvkzgTPrtM8D5jUwtNJzfjWzvNz1oqTa2tqKDsHMrJKcX80sLxfKJbVmzZqiQzAzqyTnVzPLy4WymZmZmVkdPRbKksZKulHSvZLukXRCaj9d0hJJC9PPgTXrfEVSm6QHJL2vmQdQVZtu6u7jZmbN4PxqZnnlyRbryJ7u9EdJQ4E7JV2X5n07Ir5Ru7CkKWRDDO0MbAdcL2nHzjusLZ+ddtqp6BDMzCrJ+dXM8urxinJELI2IP6bp1cB9vPzo03oOAa6IiLUR8VegDdijEcEOJMuWLet5ITMz6zXnVzPLq1d9lCWNB3YDbk9Nx0taJOkiSZ0DU44GHq1ZrYM6hbWkWZIWSFqwfPnyXgdedT4nZmbN4fxqZnnlLpQlbQHMAU6MiGeA84AdgGnAUuCbvdlxRMyOiOkRMX3EiBG9WdXMzMzMrOlyFcqSBpEVyT+JiKsAImJZRLwYES8BF/By94olwNia1cekNjMzMzOzlpFn1AuRPe3pvoj4Vk37qJrFPgjcnabnAodLGixpAjAJuKNxIQ8MO+ywQ9EhmJlVkvOrmeWVZ9SLvYGPAXdJWpjaTgWOkDQNCKAd+AxARNwj6afAvWQjZhznES/MzMzMrNX0WChHxK2A6sya1806ZwJn9iGuAW/x4sVMnTq16DDMzCrH+dXM8vKT+czMzMzM6nChbGZmZmZWhwvlkvKQeWZmzeH8amZ5uVAuqZEjRxYdgplZJTm/mlleLpRL6v777y86BDOzSnJ+NbO8XCiX1Lp164oOwcyskpxfzSwvF8pmZmZmZnW4UC6pIUOGFB2CmVklOb+aWV4ulEtq4sSJRYdgZlZJzq9mlpcL5ZJasmRJ0SGYWYlJukjSE5Lurmn7T0n3S1ok6ReShqX28ZKel7Qw/Zxfs85bJd0lqU3SdyTVexJrpTi/mlleLpRLatWqVUWHYGbldjGwf5e264CpEbEr8BfgKzXzFkfEtPRzbE37ecCngUnpp+s2K8f51czycqFsZtaCIuIWYGWXtt9GROeQDvOBMd1tQ9IoYMuImB8RAVwKfKAZ8ZqZtSIXymZm1fQJ4Jqa1xMk/UnSzZLekdpGAx01y3SktleRNEvSAkkLli9f3pyIzcxKxoVySU2ePLnoEMysRUn6KrAO+ElqWgqMi4jdgJOAyyRt2ZttRsTsiJgeEdNb/RHQzq9mltemRQdg9T3//PMMGjSo6DDMrMVIOgY4GNgndacgItYCa9P0nZIWAzsCS3hl94wxqa3SnF/NLC9fUS6pRx55pOgQzKzFSNof+BLw/oh4rqZ9hKRN0vQbyW7aeygilgLPSNorjXZxNPDLAkLvV86vZpaXryibmbUgSZcDM4BtJXUAp5GNcjEYuC6N8jY/jXDxTuAMSS8ALwHHRkTnjYCfIxtBYzOyPs21/ZrNzAY0F8pmZi0oIo6o03zhBpadA8zZwLwFwNQGhmZmVhnuelFS2223XdEhmJlVkvOrmeXlQrmkttlmm6JDMDOrJOdXM8vLhXJJ3X333T0vZGZmveb8amZ5uVA2MzMzM6vDhbKZmZmZWR0tPerF+FOuLjqEphk6dGjRIZiZVZLzq5nl1WOhLGkscCkwEghgdkScI2kb4EpgPNAOfDQiVqVB688BDgSeA46JiD82J/zq2n777YsOwcyspXV/McX9lM2sZ3m6XqwDTo6IKcBewHGSpgCnADdExCTghvQa4ACypz5NAmYB5zU86gHg4YcfLjoEM7NK+tqMEUWHYGYtosdCOSKWdl4RjojVwH3AaOAQ4JK02CXAB9L0IcClkZkPDJM0quGRV9zq1auLDsHMrJL2GLN50SGYWYvoVR9lSeOB3YDbgZERsTTNepysawZkRfSjNat1pLalmJmZmfWgP+9Baj/roH7bl7We3KNeSNqC7BGoJ0bEM7XzIiLI+i/nJmmWpAWSFixfvrw3q5qZmZmZNV2uQlnSILIi+ScRcVVqXtbZpSL9+0RqXwKMrVl9TGp7hYiYHRHTI2L6iBHuL9bV1KlTiw7BzKySDv6x7wExs3x6LJTTKBYXAvdFxLdqZs0FZqbpmcAva9qPVmYv4OmaLhqW08qVK4sOwcyskt43cYuiQzCzFpHnivLewMeA90hamH4OBM4C3ivpQWDf9BpgHvAQ0AZcAHyu8WFX32OPPVZ0CGZmlfT5vYYXHYKZtYgeb+aLiFsBbWD2PnWWD+C4PsZlZmZmZlYoP8LazMzMzKwOF8olNW7cuKJDMDOrpDNufKLnhczMcKFcWptttlnRIZiZVVLbyr8XHYKZtQgXyiX1wAMPFB2CmVklXfrhMUWHYGYtwoWymZmZmVkdLpTNzMzMzOpwoVxSW2+9ddEhmFmJSbpI0hOS7q5p20bSdZIeTP9undol6TuS2iQtkvSWmnVmpuUflDSz3r6q5jcPri46BDNrES6US2r06NFFh2Bm5XYxsH+XtlOAGyJiEnBDeg1wADAp/cwCzoOssAZOA/YE9gBO6yyuq+x7t/vJp2aWjwvlkmprays6BDMrsYi4Beha8R0CXJKmLwE+UNN+aWTmA8MkjQLeB1wXESsjYhVwHa8uvivn7APeUHQIZtYiXCiX1Jo1a4oOwcxaz8iIWJqmHwdGpunRwKM1y3Wktg21v4qkWZIWSFqwfPnyxkbdzyYOH1x0CGbWIlwom5lVUEQEEA3c3uyImB4R00eMGNGozZqZlZoL5ZLadNNNiw7BzFrPstSlgvRv5yPolgBja5Ybk9o21F5pK55bV3QIZtYiXCiX1E477VR0CGbWeuYCnSNXzAR+WdN+dBr9Yi/g6dRF41pgP0lbp5v49kttlTbzqsr/LWBmDeJCuaSWLVtWdAhmVmKSLgd+D0yW1CHpk8BZwHslPQjsm14DzAMeAtqAC4DPAUTESuDrwB/SzxmprdKO3HWrokMwsxbh7/dLavny5YwcObLnBc1sQIqIIzYwa586ywZw3Aa2cxFwUQNDK70jdx3GZYueLjoMM2sBvqJsZmZmZlaHC2UzMzMzszpcKJfUDjvsUHQIZmaVdMK8pT0vZGaGC2UzMzMzs7pcKJfU4sWLiw7BzKySzjlwVNEhmFmLcKFsZmZmZlaHC2UzMzMzszpcKJfUiBEjig7BzKySLlv0VNEhmFmLcKFcUn7YiJlZc/hhI2aWlwvlkrr//vuLDsHMrJIu+dDookMwsxbRY6Es6SJJT0i6u6btdElLJC1MPwfWzPuKpDZJD0h6X7MCr7p169YVHYKZWSUN33zTokMwsxaRJ1tcDHwPuLRL+7cj4hu1DZKmAIcDOwPbAddL2jEiXmxArAOHbgC+AAASQElEQVTO+FOu7rd9tZ91UL/ty8zMzKwV9HhFOSJuAVbm3N4hwBURsTYi/gq0AXv0Ib4Bq23F2qJDMDOrJOdXM8urL32Uj5e0KHXN2Dq1jQYerVmmI7W9iqRZkhZIWrB8+fI+hFFNJ17zeNEhmJlVkvOrmeW1sYXyecAOwDRgKfDN3m4gImZHxPSImO6h0F7t+D23KToEM7NKcn41s7w2qlCOiGUR8WJEvARcwMvdK5YAY2sWHZParJf2nzS06BDMzCrJ+dXM8tqoQlnSqJqXHwQ6R8SYCxwuabCkCcAk4I6+hWhmZmZm1v96HPVC0uXADGBbSR3AacAMSdOAANqBzwBExD2SfgrcC6wDjvOIF2ZmZmbWinoslCPiiDrNF3az/JnAmX0JyuDoOR1Fh2BmVknOr2aWl5/MV1ITt3lt0SGYmVWS86uZ5eVCuaS+9u7XFx2CmbUgSZNrnpq6UNIzkk70E1Vf5vxqZnn5OZ5mZhUSEQ+QDd2JpE3IRh76BfBx/ERVM7Ne8RVlM7Pq2gdYHBEPd7OMn6hqZrYBLpRL6rvzVxQdgpm1vsOBy2teb/QTVav0NFXnVzPLy4VySV3b9mzRIZhZC5P0WuD9wM9SU5+eqFqlp6k6v5pZXi6US+rX/7h90SGYWWs7APhjRCwDP1G1lvOrmeXlQtnMrJqOoKbbhZ+oambWex71wsysYiS9Dngv6ampyX/4iapmrzb+lKv7dX/tZx3Ur/uzvnGhXFJ3dDxXdAhm1qIi4m/A8C5tH+tm+QH1RFXnVzPLy10vSuqMm1r7rnIzs7JyfjWzvFwol9TXZrT2XeVmZmXl/GpmeblQLqk9xmxedAhmZpXk/GpmeblQNjMzMzOrw4WymZmZmVkdLpRL6uAfP1x0CGZmleT8amZ5uVAuqfdN3KLoEMzMKsn51czycqFcUp/fa3jPC5mZWa85v5pZXi6UzczMzMzqcKFsZmZmZlaHC+WSOuPGJ4oOwcyskpxfzSwvF8ol1bby70WHYGZWSc6vZpaXC+WSuvTDY4oOwcyskpxfzSwvF8pmZmZmZnX0WChLukjSE5LurmnbRtJ1kh5M/26d2iXpO5LaJC2S9JZmBm9mZmZm1ix5rihfDOzfpe0U4IaImATckF4DHABMSj+zgPMaE+bA85sHVxcdgplZJTm/mllePRbKEXELsLJL8yHAJWn6EuADNe2XRmY+MEzSqEYFO5B87/aup9zMzBrB+dXM8trYPsojI2Jpmn4cGJmmRwOP1izXkdpeRdIsSQskLVi+fPlGhlFdZx/whqJDMDOrJOdXM8urzzfzRUQAsRHrzY6I6RExfcSIEX0No3ImDh9cdAhmZpXk/GpmeW1sobyss0tF+rdz9PYlwNia5cakNjMzMzOzlrKxhfJcYGaangn8sqb96DT6xV7A0zVdNKwXVjy3rugQzMwqyfnVzPLKMzzc5cDvgcmSOiR9EjgLeK+kB4F902uAecBDQBtwAfC5pkQ9AMy8yhfizWzjSGqXdJekhZIWpDYP65k4v5pZXnlGvTgiIkZFxKCIGBMRF0bEiojYJyImRcS+EbEyLRsRcVxE7BARu0TEguYfQjUduetWRYdgZq3t3RExLSKmp9ce1jNxfjWzvPxkvpI6ctdhRYdgZtXiYT0T51czy8uFsplZ9QTwW0l3SpqV2vo0rKeH9DSzgWjTogOwgWn8KVf3277azzqo3/ZlVhJvj4glkl4PXCfp/tqZERGSejWsZ0TMBmYDTJ8+vddDgpqZtSJfUS6pE+Z5sBAz2zgRsST9+wTwC2APPKznes6vZpaXC2UzswqR9DpJQzungf2Au/GwnmZmveZCuaTOObDS99KYWfOMBG6V9GfgDuDqiPgNHtZzPedXM8vLfZQN6N8+w2bWPBHxEPDmOu0rgH3qtAdwXD+EZmbWcnxF2czMzMysDhfKJXXZoqeKDsHMrJKcX80sLxfKJXXZoqeLDsHMrJKcX80sLxfKJXXJh1413r+ZmTWA86uZ5eVCuaSGb+77LM3MmsH51czycqFsZmZmZlaH/6wuqbYVa4sOwcyskpxfrUj9PRxr+1kH9ev+qsZXlEvqxGseLzoEM7NKcn41s7xcKJfU8XtuU3QIZmaV5PxqZnm5UC6p/ScNLToEM7NKcn41s7xcKJuZmZmZ1eFC2czMzMysDhfKJXX0nI6iQzAzqyTnVzPLy4VySU3c5rVFh2BmVknOr2aWlwvlkvrau19fdAhmZpXk/GpmeblQNjMzMzOrw4WymZmZmVkdfXqEtaR2YDXwIrAuIqZL2ga4EhgPtAMfjYhVfQtz4Pnu/BVFh1AZflyomdVyfjWzvBpxRfndETEtIqan16cAN0TEJOCG9Np66dq2Z4sOwcyskpxfzSyvZnS9OAS4JE1fAnygCfuovF//4/ZFh2BmVknOr2aWV18L5QB+K+lOSbNS28iIWJqmHwdG9nEfZmZmZmb9rk99lIG3R8QSSa8HrpN0f+3MiAhJUW/FVFjPAhg3blwfwzAzMwBJY4FLyS5SBDA7Is6RdDrwaWB5WvTUiJiX1vkK8Emy+02+EBHXNiO2/r5fwMysr/pUKEfEkvTvE5J+AewBLJM0KiKWShoFPLGBdWcDswGmT59et5geyO7oeK7oEMysNa0DTo6IP0oaCtwp6bo079sR8Y3ahSVNAQ4Hdga2A66XtGNEvNivUfcj51czy2uju15Iel1Kwkh6HbAfcDcwF5iZFpsJ/LKvQQ5EZ9y0vOeFzMy6iIilEfHHNL0auA8Y3c0qhwBXRMTaiPgr0EZ20aOynF/NLK++9FEeCdwq6c/AHcDVEfEb4CzgvZIeBPZNr62XvjZjRNEhmFmLkzQe2A24PTUdL2mRpIskbZ3aRgOP1qzWQZ3CWtIsSQskLVi+vLULTedXM8tro7teRMRDwJvrtK8A9ulLUAZ7jNm86BDMrIVJ2gKYA5wYEc9IOg/4Olm/5a8D3wQ+kXd7Veou5/xqZnn5yXxmZhUjaRBZkfyTiLgKICKWRcSLEfEScAEvd69YAoytWX1MajMzG/BcKJuZVYgkARcC90XEt2raR9Us9kGye0ogu6/kcEmDJU0AJpF1pzMzG/D6OjycNcnBP3646BDMrDXtDXwMuEvSwtR2KnCEpGlkXS/agc8ARMQ9kn4K3Es2YsZxVR7xApxfzSw/F8ol9b6JW/gxq2bWaxFxK6A6s+Z1s86ZwJlNC6pknF/NLC93vSipz+81vOgQzMwqyfnVzPJyoWxmZmZmVocLZTMzMzOzOlwol9QZN9Z98reZmfWR86uZ5eVCuaTaVv696BDMzCrJ+dXM8vKoFyV16YfHeAgjy2X8KVf3277azzqo3/Zl1izOr2aWl68om5mZmZnV4ULZzMzMzKwOd70oqd88uLroEGwj9WdXCDPrPedXG0jcPa9vfEW5pL53+8qiQzAzqyTnVzPLy4VySZ19wBuKDsHMrJKcX80sLxfKJTVx+OCiQzAzqyTnVzPLy4WymZmZmVkdLpRLasVz64oOwcyskpxfzSwvF8olNfOqJUWHYGZWSc6vZpaXC+WSOnLXrYoOwcyskpxfzSwvF8oldeSuw4oOwcyskpxfzSwvF8pmZmZmZnX4yXxmVlr9/ZTDKj5VyszMNp6vKJfUCfOWFh2CmVklOb+aWV4ulM3MzMzM6mha1wtJ+wPnAJsAP4iIs5q1ryo658BRHPzjh4sOw+wV+rsrhPWfgZSznV/NmqOK3eWackVZ0ibAucABwBTgCElTmrEvMzPrG+dsM7P6mtX1Yg+gLSIeioi/A1cAhzRpX2Zm1jfO2WZmdTSr68Vo4NGa1x3AnrULSJoFzEovn5X0wEbsZ1vgyY2KsLEaHscu/77Rq1b2nPRBWWIpSxxQnlhKFYc2/v/d9o0LpRDNzNlleY/X60N+7U7pjrNJfJzV0tLH2cucXXusuXN2YcPDRcRsYHZftiFpQURMb1BILR8HlCeWssQB5YmlLHFAeWJxHK1jY3P2QDm3Ps5q8XFWz8Yea7O6XiwBxta8HpPazMysfJyzzczqaFah/AdgkqQJkl4LHA7MbdK+zMysb5yzzczqaErXi4hYJ+l44FqyoYYuioh7mrCrPnXdaKCyxAHliaUscUB5YilLHFCeWBxHCTQ5Zw+Uc+vjrBYfZ/Vs1LEqIhodiJmZmZlZy/OT+czMzMzM6nChbGZmZmZWR0sUypL2l/SApDZJp9SZP1jSlWn+7ZLGFxTHSZLulbRI0g2Smja2ak+x1Cz3YUkhqSnDv+SJQ9JH03m5R9JlzYgjTyySxkm6UdKf0nt0YBNiuEjSE5Lu3sB8SfpOinGRpLc0OoZexHJUiuEuSf8j6c1FxFGz3O6S1kk6tBlx5I1F0gxJC9Pv683NiqVqypKnmy3HcR4jaXn6HVoo6VNFxNkXZcpjzZTjOGdIerrmvfxaf8fYCJLGps++zs/hE+os0/Lvac7j7P17GhGl/iG7sWQx8EbgtcCfgSldlvkccH6aPhy4sqA43g1snqY/24w48saSlhsK3ALMB6YXdE4mAX8Ctk6vX1/g78ls4LNpegrQ3oQ43gm8Bbh7A/MPBK4BBOwF3N6M85Ezlv9V874c0KxYeoqj5v37b2AecGiB52QYcC8wLr1uyu9r1X7KkqdLcpzHAN8rOtY+Hmdp8ljBxzkD+HXRcTbgOEcBb0nTQ4G/1Pm9bfn3NOdx9vo9bYUrynkerXoIcEma/jmwjyT1dxwRcWNEPJdezicbi7QZ8j5u9uvAvwNrCozj08C5EbEKICKeKDCWALZM01sBjzU6iIi4BVjZzSKHAJdGZj4wTNKoRseRJ5aI+J/O94Um/r7mOCcAnwfmAM36/cgby5HAVRHxSFq+qfFUSFnydLMNiEd9lymPNVPO3NTyImJpRPwxTa8G7iN7Gmetln9Pcx5nr7VCoVzv0apdD3z9MhGxDngaGF5AHLU+SfbXWTP0GEv62mRsRFzdpBhyxQHsCOwo6TZJ8yXtX2AspwP/KKmD7Mrl55sUS3d6+3vUX5r5+9otSaOBDwLnFbH/LnYEtpZ0k6Q7JR1ddEAtoix5utny/v/9cPr6+ueSxtaZ3+rKmsea4W2S/izpGkk7Fx1MX6UuT7sBt3eZVan3tJvjhF6+p4U9wrrKJP0jMB14V0H7fw3wLbKvAIu2KVn3ixlkVyxvkbRLRDxVQCxHABdHxDclvQ34kaSpEfFSAbGUhqR3kxXKby8ohLOBL0fESyW4wLgp8FZgH2Az4PeS5kfEX4oNy1rIr4DLI2KtpM+QXUV/T8Ex2cb5I7B9RDyr7J6W/yL7PGtJkrYg++buxIh4puh4mqWH4+z1e9oKV5TzPFp1/TKSNiX7Wn1FAXEgaV/gq8D7I2Jtg2PIG8tQYCpwk6R2sv5Gc9X4G/rynJMOYG5EvBARfyXrM9SMRJMnlk8CPwWIiN8DQ4BtmxBLd0r1qGBJuwI/AA6JiEb/n8lrOnBF+l09FPi+pA8UFEsHcG1E/C0iniTr49+Umxwrpix5utl6PM6IWFGT+39A9odX1ZQqjzVLRDwTEc+m6XnAIEn9/ZnREJIGkRWPP4mIq+osUon3tKfj3Jj3tBUK5TyPVp0LzEzThwL/HanXdn/GIWk34P+RFcnN7NvYbSwR8XREbBsR4yNiPFn/0/dHxIL+jCP5L7KryaRfxh2BhxocR95YHiG7UoikN5EVysubEEt35gJHpzuM9wKejoil/RwDkI0CAlwFfKzIK6YRMaHmd/XnwOci4r8KCueXwNslbSppc2BPsn5u1r2y5Olmy/M5UNuv8/1U8/enNHmsmSS9obMfvaQ9yGqmVvvjjnQMFwL3RcS3NrBYy7+neY5zY97T0ne9iA08WlXSGcCCiJhLdmJ+JKmNrGP+4QXF8Z/AFsDP0vvwSES8v6BYmi5nHNcC+0m6F3gR+N/NuHKZM5aTgQskfZHsxr5jGv1BLelysj8Mtk19oU8DBqUYzyfrG30g0AY8B3y8kfvvZSxfI+sj+v30+7ouIho+jGCOOPpNT7FExH2SfgMsAl4CfhAR3Q5rZ+XJ082W8zi/IOn9wDqy4zymsIA3UpnyWDPlOM5Dgc9KWgc8Dxzegn/cAewNfAy4S9LC1HYqMA4q9Z7mOc5ev6d+hLWZmZmZWR2t0PXCzMzMzKzfuVA2MzMzM6vDhbKZmZmZWR0ulM3MzMzM6nChbGZmZmZWhwtlMzMzM7M6XCibmZmZmdXx/wEp2iKMyDAEogAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dist_pos = distances[identical == 1]\n",
    "dist_neg = distances[identical == 0]\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "\n",
    "plt.subplot(121)\n",
    "plt.hist(dist_pos)\n",
    "plt.axvline(x=opt_tau, linestyle='--', lw=1, c='lightgrey', label='Threshold')\n",
    "plt.title('Distances (positive. pairs)')\n",
    "plt.legend();\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.hist(dist_neg)\n",
    "plt.axvline(x=opt_tau, linestyle='--', lw=1, c='lightgrey', label='Threshold')\n",
    "plt.title('Distances (negative. pairs)')\n",
    "\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 降维人脸特征向量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([], <a list of 0 Text yticklabel objects>)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "\n",
    "X_embedded = TSNE(n_components=2).fit_transform(embedded)\n",
    "\n",
    "for i, t in enumerate(set(targets)):\n",
    "    idx = targets == t\n",
    "    plt.scatter(X_embedded[idx, 0], X_embedded[idx, 1], label=t)   \n",
    "\n",
    "plt.legend(bbox_to_anchor=(1, 1));\n",
    "plt.xticks([])\n",
    "plt.yticks([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
